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Alessandro Sperduti: [Publications] [Author Rank by year] [Co-authors] [Prefers] [Cites] [Cited by]

Publications of Author

  1. Ah Chung Tsoi, Markus Hagenbuchner, Alessandro Sperduti
    Self-organising Map Techniques for Graph Data Applications to Clustering of XML Documents. [Citation Graph (0, 0)][DBLP]
    ADMA, 2006, pp:19-30 [Conf]
  2. Fabrizio Sebastiani, Alessandro Sperduti, Nicola Valdambrini
    An Improved Boosting Algorithm and its Application to Text Categorization. [Citation Graph (0, 0)][DBLP]
    CIKM, 2000, pp:78-85 [Conf]
  3. Alessandro Biso, Francesca Rossi, Alessandro Sperduti
    Some Experiments on Learning Soft Constraints. [Citation Graph (0, 0)][DBLP]
    CP, 1998, pp:464- [Conf]
  4. Francesca Rossi, Alessandro Sperduti, Kristen Brent Venable, Lina Khatib, Paul H. Morris, Robert A. Morris
    Learning and Solving Soft Temporal Constraints: An Experimental Study. [Citation Graph (0, 0)][DBLP]
    CP, 2002, pp:249-263 [Conf]
  5. Serena La Manna, Anna Maria Colla, Alessandro Sperduti
    Optical Font Recognition for Multi-Font OCR and Document Processing. [Citation Graph (0, 0)][DBLP]
    DEXA Workshop, 1999, pp:549-553 [Conf]
  6. Marco Gori, Paolo Frasconi, Alessandro Sperduti
    Learning Efficiently with Neural Networks: A Theoretical Comparison between Structured and Flat Representations. [Citation Graph (0, 0)][DBLP]
    ECAI, 2000, pp:301-305 [Conf]
  7. Filippo Portera, Alessandro Sperduti
    A Generalized Quadratic Loss for Support Vector Machines. [Citation Graph (0, 0)][DBLP]
    ECAI, 2004, pp:628-634 [Conf]
  8. Pio Nardiello, Fabrizio Sebastiani, Alessandro Sperduti
    Discretizing Continuous Attributes in AdaBoost for Text Categorization. [Citation Graph (0, 0)][DBLP]
    ECIR, 2003, pp:320-334 [Conf]
  9. Markus Hagenbuchner, Alessandro Sperduti, Ah Chung Tsoi
    Contextual Processing of Graphs using Self-Organizing Maps. [Citation Graph (0, 0)][DBLP]
    ESANN, 2005, pp:399-404 [Conf]
  10. Barbara Hammer, Alessio Micheli, Alessandro Sperduti
    A general framework for unsupervised processing of structured data. [Citation Graph (0, 0)][DBLP]
    ESANN, 2002, pp:389-394 [Conf]
  11. Alessio Micheli, Filippo Portera, Alessandro Sperduti
    A preliminary experimental comparison of recursive neural networks and a tree kernel method for QSAR/QSPR regression tasks. [Citation Graph (0, 0)][DBLP]
    ESANN, 2004, pp:293-298 [Conf]
  12. Jochen J. Steil, Risto Koiva, Alessandro Sperduti
    Unsupervised clustering of continuous trajectories of kinematic trees with SOM-SD. [Citation Graph (0, 0)][DBLP]
    ESANN, 2006, pp:1-6 [Conf]
  13. Enrico Francesconi, Paolo Frasconi, Marco Gori, Simone Marinai, Jianqing Sheng, Giovanni Soda, Alessandro Sperduti
    Logo Recognition by Recursive Neural Networks. [Citation Graph (0, 0)][DBLP]
    GREC, 1997, pp:104-117 [Conf]
  14. Paolo Frasconi, Marco Gori, Alessandro Sperduti
    Integration of Graphical Rules with Adaptive Learning of Structured Information. [Citation Graph (0, 0)][DBLP]
    Hybrid Neural Systems, 1998, pp:211-225 [Conf]
  15. Alessio Micheli, Diego Sona, Alessandro Sperduti
    Formal Determination of Context in Contextual Recursive Cascade Correlation Networks. [Citation Graph (0, 0)][DBLP]
    ICANN, 2003, pp:173-180 [Conf]
  16. Alessandro Sperduti
    Neural Networks for Adaptive Processing of Structured Data. [Citation Graph (0, 0)][DBLP]
    ICANN, 2001, pp:5-12 [Conf]
  17. Alessandro Sperduti
    On Linear Separability of Sequences and Structures. [Citation Graph (0, 0)][DBLP]
    ICANN, 2002, pp:601-606 [Conf]
  18. Alessandro Sperduti
    Exact Solutions for Recursive Principal Components Analysis of Sequences and Trees. [Citation Graph (0, 0)][DBLP]
    ICANN (1), 2006, pp:349-356 [Conf]
  19. Fabio Aiolli, Giovanni Da San Martino, Alessandro Sperduti, Alessandro Moschitti
    Fast On-line Kernel Learning for Trees. [Citation Graph (0, 0)][DBLP]
    ICDM, 2006, pp:787-791 [Conf]
  20. Fabio Aiolli, Alessandro Sperduti
    A Simple Additive Re-weighting Strategy for Improving Margins. [Citation Graph (0, 0)][DBLP]
    IJCAI, 2001, pp:927-934 [Conf]
  21. Fabio Aiolli, Alessandro Sperduti
    Multi-prototype Support Vector Machine. [Citation Graph (0, 0)][DBLP]
    IJCAI, 2003, pp:541-546 [Conf]
  22. Paolo Frasconi, Marco Gori, Alessandro Sperduti
    On the Efficient Classification of Data Structures by Neural Networks. [Citation Graph (0, 0)][DBLP]
    IJCAI, 1997, pp:1066-1071 [Conf]
  23. Alessandro Sperduti, Antonina Starita, Christoph Goller
    Learning Distributed Representations for the Classification of Terms. [Citation Graph (0, 0)][DBLP]
    IJCAI, 1995, pp:509-517 [Conf]
  24. Alessio Micheli, Diego Sona, Alessandro Sperduti
    Bi-Causal Recurrent Cascade Correlation. [Citation Graph (0, 0)][DBLP]
    IJCNN (3), 2000, pp:3-8 [Conf]
  25. Markus Hagenbuchner, Alessandro Sperduti, Ah Chung Tsoi, F. Trentini, Franco Scarselli, Marco Gori
    Clustering XML Documents Using Self-organizing Maps for Structures. [Citation Graph (0, 0)][DBLP]
    INEX, 2005, pp:481-496 [Conf]
  26. Alessandro Biso, Francesca Rossi, Alessandro Sperduti
    Experimental Results on Learning Soft Constraints. [Citation Graph (0, 0)][DBLP]
    KR, 2000, pp:435-444 [Conf]
  27. Fabio Aiolli, Alessandro Sperduti
    Learning Preferences for Multiclass Problems. [Citation Graph (0, 0)][DBLP]
    NIPS, 2004, pp:- [Conf]
  28. Diego Sona, Alessandro Sperduti, Antonina Starita
    A Constructive Learning Algorithm for Discriminant Tangent Models. [Citation Graph (0, 0)][DBLP]
    NIPS, 1996, pp:786-792 [Conf]
  29. Alessandro Sperduti
    Encoding Labeled Graphs by Labeling RAAM. [Citation Graph (0, 0)][DBLP]
    NIPS, 1993, pp:1125-1132 [Conf]
  30. Alessandro Sperduti, David G. Stork
    A Rapid Graph-based Method for Arbitrary Transformation-Invariant Pattern Classification. [Citation Graph (0, 0)][DBLP]
    NIPS, 1994, pp:665-672 [Conf]
  31. Alessandro Sperduti
    Neural Networks for Processing Data Structures. [Citation Graph (0, 0)][DBLP]
    Summer School on Neural Networks, 1997, pp:121-144 [Conf]
  32. Diego Sona, Alessandro Sperduti
    On the Need for a Neural Abstract Machine. [Citation Graph (0, 0)][DBLP]
    Sequence Learning, 2001, pp:135-161 [Conf]
  33. Alessandro Sperduti, Darya Majidi, Antonina Starita
    Extended Cascade-Correlation for Syntactic and Structural Pattern Recognition. [Citation Graph (0, 0)][DBLP]
    SSPR, 1996, pp:90-99 [Conf]
  34. Francesca Rossi, Alessandro Sperduti, Lina Khatib, Paul H. Morris, Robert A. Morris
    Learning preferences on temporal constraints: a preliminary report. [Citation Graph (0, 0)][DBLP]
    TIME, 2001, pp:63-68 [Conf]
  35. Alessio Micheli, Filippo Portera, Alessandro Sperduti
    QSAR/QSPR Studies by Kernel Machines, Recursive Neural Networks and Their Integration. [Citation Graph (0, 0)][DBLP]
    WIRN, 2003, pp:308-315 [Conf]
  36. Fabio Aiolli, Alessandro Sperduti
    A re-weighting strategy for improving margins. [Citation Graph (0, 0)][DBLP]
    Artif. Intell., 2002, v:137, n:1-2, pp:197-216 [Journal]
  37. Anna Maria Bianucci, Alessio Micheli, Alessandro Sperduti, Antonina Starita
    Application of Cascade Correlation Networks for Structures to Chemistry. [Citation Graph (0, 0)][DBLP]
    Appl. Intell., 2000, v:12, n:1-2, pp:115-145 [Journal]
  38. Francesca Rossi, Alessandro Sperduti
    Acquiring Both Constraint and Solution Preferences in Interactive Constraint Systems. [Citation Graph (0, 0)][DBLP]
    Constraints, 2004, v:9, n:4, pp:311-332 [Journal]
  39. Paolo Frasconi, Alessandro Sperduti, Antonina Starita
    Kernel Machines, Neural Networks, and Graphical Models. [Citation Graph (0, 0)][DBLP]
    Intelligenza Artificiale, 2006, v:3, n:1-2, pp:72-78 [Journal]
  40. Alessandro Sperduti
    Book Review: "Neural Network in Computer Intelligence", by LiMin Fu. [Citation Graph (0, 0)][DBLP]
    Int. J. Neural Syst., 1995, v:6, n:4, pp:473-474 [Journal]
  41. Barbara Hammer, Alessio Micheli, Alessandro Sperduti, Marc Strickert
    A general framework for unsupervised processing of structured data. [Citation Graph (0, 0)][DBLP]
    Neurocomputing, 2004, v:57, n:, pp:3-35 [Journal]
  42. Alessio Micheli, Filippo Portera, Alessandro Sperduti
    A preliminary empirical comparison of recursive neural networks and tree kernel methods on regression tasks for tree structured domains. [Citation Graph (0, 0)][DBLP]
    Neurocomputing, 2005, v:64, n:, pp:73-92 [Journal]
  43. Alessio Micheli, Alessandro Sperduti, Antonina Starita, Anna Maria Bianucci
    Analysis of the Internal Representations Developed by Neural Networks for Structures Applied to Quantitative Structure-Activity Relationship Studies of Benzodiazepines. [Citation Graph (0, 0)][DBLP]
    Journal of Chemical Information and Computer Sciences, 2001, v:41, n:2, pp:202-218 [Journal]
  44. Francesca Rossi, Alessandro Sperduti
    Learning solution preferences in constraint problems. [Citation Graph (0, 0)][DBLP]
    J. Exp. Theor. Artif. Intell., 1998, v:10, n:1, pp:103-116 [Journal]
  45. Fabio Aiolli, Alessandro Sperduti
    Multiclass Classification with Multi-Prototype Support Vector Machines. [Citation Graph (0, 0)][DBLP]
    Journal of Machine Learning Research, 2005, v:6, n:, pp:817-850 [Journal]
  46. Barbara Hammer, Alessio Micheli, Alessandro Sperduti
    Universal Approximation Capability of Cascade Correlation for Structures. [Citation Graph (0, 0)][DBLP]
    Neural Computation, 2005, v:17, n:5, pp:1109-1159 [Journal]
  47. Diego Sona, Alessandro Sperduti, Antonina Starita
    Discriminant Pattern Recognition Using Transformation-Invariant Neurons. [Citation Graph (0, 0)][DBLP]
    Neural Computation, 2000, v:12, n:6, pp:1355-1370 [Journal]
  48. Marco Gori, Alessandro Sperduti
    The loading problem for recursive neural networks. [Citation Graph (0, 0)][DBLP]
    Neural Networks, 2005, v:18, n:8, pp:1064-1079 [Journal]
  49. Barbara Hammer, Alessio Micheli, Alessandro Sperduti, Marc Strickert
    Recursive self-organizing network models. [Citation Graph (0, 0)][DBLP]
    Neural Networks, 2004, v:17, n:8-9, pp:1061-1085 [Journal]
  50. Barbara Hammer, Craig Saunders, Alessandro Sperduti
    Special issue on neural networks and kernel methods for structured domains. [Citation Graph (0, 0)][DBLP]
    Neural Networks, 2005, v:18, n:8, pp:1015-1018 [Journal]
  51. Alessandro Sperduti
    On the Computational Power of Recurrent Neural Networks for Structures. [Citation Graph (0, 0)][DBLP]
    Neural Networks, 1997, v:10, n:3, pp:395-400 [Journal]
  52. Alessandro Sperduti, Antonina Starita
    Speed up learning and network optimization with extended back propagation. [Citation Graph (0, 0)][DBLP]
    Neural Networks, 1993, v:6, n:3, pp:365-383 [Journal]
  53. Nicola Giusti, Francesco Masulli, Alessandro Sperduti
    Theoretical and Experimental Analysis of a Two-Stage System for Classification. [Citation Graph (0, 0)][DBLP]
    IEEE Trans. Pattern Anal. Mach. Intell., 2002, v:24, n:7, pp:893-904 [Journal]
  54. Paolo Frasconi, Marco Gori, Alessandro Sperduti
    Guest Editors' Introduction: Special Section on Connectionist Models for Learning in Structured Domains. [Citation Graph (0, 0)][DBLP]
    IEEE Trans. Knowl. Data Eng., 2001, v:13, n:2, pp:145-147 [Journal]
  55. Alessandro Sperduti
    Efficient Computation of Recursive Principal Component Analysis for Structured Input. [Citation Graph (0, 0)][DBLP]
    ECML, 2007, pp:335-346 [Conf]
  56. Alessio Micheli, Alessandro Sperduti
    Recursive Principal Component Analysis of Graphs. [Citation Graph (0, 0)][DBLP]
    ICANN (2), 2007, pp:826-835 [Conf]
  57. M. Kc, Markus Hagenbuchner, Ah Chung Tsoi, Franco Scarselli, Alessandro Sperduti, Marco Gori
    XML Document Mining Using Contextual Self-organizing Maps for Structures. [Citation Graph (0, 0)][DBLP]
    INEX, 2006, pp:510-524 [Conf]
  58. Fabio Aiolli, Giovanni Da San Martino, Alessandro Sperduti, Alessandro Moschitti
    Efficient Kernel-based Learning for Trees. [Citation Graph (0, 0)][DBLP]
    CIDM, 2007, pp:308-315 [Conf]
  59. Lina Khatib, Paul Morris, Robert Morris, Francesca Rossi, Alessandro Sperduti, Kristen Brent Venable
    Solving and learning a tractable class of soft temporal constraints: Theoretical and experimental results. [Citation Graph (0, 0)][DBLP]
    AI Commun., 2007, v:20, n:3, pp:181-209 [Journal]

  60. A general framework for unsupervised preocessing of structured data. [Citation Graph (, )][DBLP]


  61. "Kernelized" Self-Organizing Maps for Structured Data. [Citation Graph (, )][DBLP]


  62. Self-Organizing Maps for cyclic and unbounded graphs. [Citation Graph (, )][DBLP]


  63. A Kernel Method for the Optimization of the Margin Distribution. [Citation Graph (, )][DBLP]


  64. PCA-Based Representations of Graphs for Prediction in QSAR Studies. [Citation Graph (, )][DBLP]


  65. A New Tree Kernel Based on SOM-SD. [Citation Graph (, )][DBLP]


  66. Route kernels for trees. [Citation Graph (, )][DBLP]


  67. Preference Learning for Category-Ranking based Interactive Text Categorization. [Citation Graph (, )][DBLP]


  68. A Self-Organising Map Approach for Clustering of XML Documents. [Citation Graph (, )][DBLP]


  69. Efficient Clustering of Structured Documents Using Graph Self-Organizing Maps. [Citation Graph (, )][DBLP]


  70. Self Organizing Maps for the Clustering of Large Sets of Labeled Graphs. [Citation Graph (, )][DBLP]


  71. Application of the preference learning model to a human resources selection task. [Citation Graph (, )][DBLP]


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